|
|
|
|
|
--- |
|
|
tags: |
|
|
- bertopic |
|
|
library_name: bertopic |
|
|
pipeline_tag: text-classification |
|
|
--- |
|
|
|
|
|
# transformers_issues_topics |
|
|
|
|
|
This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model. |
|
|
BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets. |
|
|
|
|
|
## Usage |
|
|
|
|
|
To use this model, please install BERTopic: |
|
|
|
|
|
``` |
|
|
pip install -U bertopic |
|
|
``` |
|
|
|
|
|
You can use the model as follows: |
|
|
|
|
|
```python |
|
|
from bertopic import BERTopic |
|
|
topic_model = BERTopic.load("Ruslan10/transformers_issues_topics") |
|
|
|
|
|
topic_model.get_topic_info() |
|
|
``` |
|
|
|
|
|
## Topic overview |
|
|
|
|
|
* Number of topics: 30 |
|
|
* Number of training documents: 9000 |
|
|
|
|
|
<details> |
|
|
<summary>Click here for an overview of all topics.</summary> |
|
|
|
|
|
| Topic ID | Topic Keywords | Topic Frequency | Label | |
|
|
|----------|----------------|-----------------|-------| |
|
|
| -1 | bert - tensorflow - pytorch - pretrained - models | 11 | -1_bert_tensorflow_pytorch_pretrained | |
|
|
| 0 | bertforsequenceclassification - encoderdecoder - berttokenizer - tokenizer - bert | 2042 | 0_bertforsequenceclassification_encoderdecoder_berttokenizer_tokenizer | |
|
|
| 1 | pytorch - tensorflow - modelingutilspy - tensors - tensor | 1903 | 1_pytorch_tensorflow_modelingutilspy_tensors | |
|
|
| 2 | seq2seqtrainer - seq2seq - testing - tests - prepareseq2seqbatch | 735 | 2_seq2seqtrainer_seq2seq_testing_tests | |
|
|
| 3 | docstring - docstrings - readmetxt - doc - readmemd | 603 | 3_docstring_docstrings_readmetxt_doc | |
|
|
| 4 | gpt2 - gpt2tokenizer - gpt2tokenizerfast - gpt - gpt2model | 513 | 4_gpt2_gpt2tokenizer_gpt2tokenizerfast_gpt | |
|
|
| 5 | trainertrain - trainer - trainers - training - evaluateduringtraining | 442 | 5_trainertrain_trainer_trainers_training | |
|
|
| 6 | modelcard - modelcards - card - model - models | 440 | 6_modelcard_modelcards_card_model | |
|
|
| 7 | albertforpretraining - xlnet - xlnetlmheadmodel - albertbasev2 - albertformaskedlm | 436 | 7_albertforpretraining_xlnet_xlnetlmheadmodel_albertbasev2 | |
|
|
| 8 | t5 - t5model - tf - t5base - tf2 | 359 | 8_t5_t5model_tf_t5base | |
|
|
| 9 | transformerscli - transformers - transformer - transformerxl - importerror | 259 | 9_transformerscli_transformers_transformer_transformerxl | |
|
|
| 10 | ner - pipeline - pipelines - nerpipeline - fillmaskpipeline | 197 | 10_ner_pipeline_pipelines_nerpipeline | |
|
|
| 11 | questionansweringpipeline - questionanswering - answering - tfalbertforquestionanswering - questionasnwering | 159 | 11_questionansweringpipeline_questionanswering_answering_tfalbertforquestionanswering | |
|
|
| 12 | longformer - longform - longformers - longformerlayer - longformerformultiplechoice | 135 | 12_longformer_longform_longformers_longformerlayer | |
|
|
| 13 | onnx - onnxonnxruntime - onnxexport - 04onnxexport - 04onnxexportipynb | 117 | 13_onnx_onnxonnxruntime_onnxexport_04onnxexport | |
|
|
| 14 | generationbeamsearchpy - generatebeamsearch - generatebeamsearchoutputs - beamsearch - nonbeamsearch | 95 | 14_generationbeamsearchpy_generatebeamsearch_generatebeamsearchoutputs_beamsearch | |
|
|
| 15 | benchmark - benchmarks - accuracy - evaluation - metrics | 90 | 15_benchmark_benchmarks_accuracy_evaluation | |
|
|
| 16 | huggingfacemaster - huggingfacetokenizers297 - huggingface - huggingfacetransformers - huggingfacetransformer | 83 | 16_huggingfacemaster_huggingfacetokenizers297_huggingface_huggingfacetransformers | |
|
|
| 17 | datacollatorforlanguagemodelingfile - datacollatorforlanguagemodeling - datacollatorforlanguagemodelling - datacollatorforpermutationlanguagemodeling - datacollatorfornextsentenceprediction | 77 | 17_datacollatorforlanguagemodelingfile_datacollatorforlanguagemodeling_datacollatorforlanguagemodelling_datacollatorforpermutationlanguagemodeling | |
|
|
| 18 | flax - flaxelectraformaskedlm - flaxelectraforpretraining - flaxjax - flaxelectramodel | 52 | 18_flax_flaxelectraformaskedlm_flaxelectraforpretraining_flaxjax | |
|
|
| 19 | notebook - notebooks - community - colab - t5 | 48 | 19_notebook_notebooks_community_colab | |
|
|
| 20 | wandbproject - wandb - sagemaker - sagemakertrainer - wandbcallback | 39 | 20_wandbproject_wandb_sagemaker_sagemakertrainer | |
|
|
| 21 | cachedir - cache - cachedpath - caching - cached | 34 | 21_cachedir_cache_cachedpath_caching | |
|
|
| 22 | electra - electrapretrainedmodel - electraformaskedlm - electraformultiplechoice - electrafortokenclassification | 32 | 22_electra_electrapretrainedmodel_electraformaskedlm_electraformultiplechoice | |
|
|
| 23 | layoutlm - layout - layoutlmtokenizer - layoutlmbaseuncased - tf | 23 | 23_layoutlm_layout_layoutlmtokenizer_layoutlmbaseuncased | |
|
|
| 24 | dict - dictstr - returndict - parse - arguments | 18 | 24_dict_dictstr_returndict_parse | |
|
|
| 25 | pplm - pr - deprecated - variable - ppl | 18 | 25_pplm_pr_deprecated_variable | |
|
|
| 26 | isort - blackisortflake8 - github - repo - version | 15 | 26_isort_blackisortflake8_github_repo | |
|
|
| 27 | blenderbot - blenderbot3b - blenderbotforcausallm - bot - boto3 | 14 | 27_blenderbot_blenderbot3b_blenderbotforcausallm_bot | |
|
|
| 28 | indexerror - index - missingindex - indices - runtimeerror | 11 | 28_indexerror_index_missingindex_indices | |
|
|
|
|
|
</details> |
|
|
|
|
|
## Training hyperparameters |
|
|
|
|
|
* calculate_probabilities: False |
|
|
* language: english |
|
|
* low_memory: False |
|
|
* min_topic_size: 10 |
|
|
* n_gram_range: (1, 1) |
|
|
* nr_topics: 30 |
|
|
* seed_topic_list: None |
|
|
* top_n_words: 10 |
|
|
* verbose: True |
|
|
* zeroshot_min_similarity: 0.7 |
|
|
* zeroshot_topic_list: None |
|
|
|
|
|
## Framework versions |
|
|
|
|
|
* Numpy: 2.0.2 |
|
|
* HDBSCAN: 0.8.41 |
|
|
* UMAP: 0.5.11 |
|
|
* Pandas: 2.2.2 |
|
|
* Scikit-Learn: 1.6.1 |
|
|
* Sentence-transformers: 5.2.0 |
|
|
* Transformers: 4.57.6 |
|
|
* Numba: 0.60.0 |
|
|
* Plotly: 5.24.1 |
|
|
* Python: 3.12.12 |
|
|
|
